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Meta AR/VR Job | Research Scientist Intern, Platform Aware Model Optimization (PhD)

Job(岗位): Research Scientist Intern, Platform Aware Model Optimization (PhD)

Type(岗位类型): Computer Vision | Machine Learning, Research

Citys(岗位城市): Pittsburgh, PA

Date(发布日期): 2022-11-2

Summary(岗位介绍)

Meta’s mission is to give people the power to build community and bring the world closer together. Through our family of apps and services, we’re building a different kind of company that connects billions of people around the world, gives them ways to share what matters most to them, and helps bring people closer together. Whether we’re creating new products or helping a small business expand its reach, people at Meta are builders at heart. Our global teams are constantly iterating, solving problems, and working together to empower people around the world to build community and connect in meaningful ways. Together, we can help people build stronger communities — we’re just getting started.

Reality Labs (RL) in Pittsburgh is looking for exceptional interns to help us create a revolution in virtual reality: achieving true photorealistic telepresence, where you can be with anyone, anywhere, at any time. We have made some important advances, but it will take a diverse team with a wide spectrum of skills to accomplish this future. If you have expertise in computer vision, machine learning, and computer graphics, we expect you will find the work here highly intriguing. We are looking for motivated software, electrical, and mechanical engineers; and strong math skills are always a huge plus. We publish our work at leading conferences and journals.

Come join us as we make photorealistic telepresence in VR happen!

Qualifications(岗位要求)

Currently has, or is in the process of obtaining, a PhD in Computer Science & Engineering, Machine Learning, Electronics, Physics, or related field.

Must obtain work authorization in the country of employment at the time of hire, and maintain ongoing work authorization during employment.

Interpersonal skills: cross-group and cross-culture collaboration.

2+ years of experience with model quantization/NAS.

2+ years of experience with applications of image processing, computer vision, or computer graphics.

Description(岗位职责)

Investigate real-time model optimization methods for SoC and Neural Network accelerators.

Research new quantization/compression methods for VAE based neural networks architectures.

Collaborate with the team on verification of proposed methods.

Research in accelerating distributed training of VAE.

Additional Requirements(额外要求)

Intent to return to a degree-program after the completion of the internship.

2+ years of experience of neural network optimization, computer vision/graphic, SoC run-time optimization, Compiler design, distributed computing, Numerical optimization, and Pytorch.

Proven track record of achieving significant results as demonstrated by patents and first-authored publications at leading workshops or conferences such as CVPR, SIGGRAPH, NeurIPS, ICML, SysML, ICML, ICLR, DAC, or similar.

Demonstrated engineering experience via an internship, work experience, coding competitions, or widely used contributions in open source repositories (e.g., GitHub).

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